Cargando…
Open pollution routing problem of logistics distribution in medical union based on differential search algorithm
Medical care is a guarantee of people's daily life. Improving healthcare contributes to people's well-being. However, healthcare resources are characterized by uneven distribution. Financially well-off areas will have higher quality health care resources. Most of the medical resources are...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9663830/ https://www.ncbi.nlm.nih.gov/pubmed/36376419 http://dx.doi.org/10.1038/s41598-022-23387-3 |
_version_ | 1784830967705239552 |
---|---|
author | Quan, Xiaoxiao Pang, Yongsheng Chen, Jiansheng Chu, Xianghua Shangguan, Lina |
author_facet | Quan, Xiaoxiao Pang, Yongsheng Chen, Jiansheng Chu, Xianghua Shangguan, Lina |
author_sort | Quan, Xiaoxiao |
collection | PubMed |
description | Medical care is a guarantee of people's daily life. Improving healthcare contributes to people's well-being. However, healthcare resources are characterized by uneven distribution. Financially well-off areas will have higher quality health care resources. Most of the medical resources are concentrated in public general hospitals, however, primary care institutions can hardly meet the growing needs of people. To solve this problem, Medical Union achieves efficient deployment of resources by integrating various medical institutions in the same area. In the process of logistics integration of the medical union, the scale of logistics distribution expands accordingly. Transportation vehicles have high operating costs and produce greenhouse gases in the process of distribution. The optimization of the driving path of logistics distribution vehicles can reduce the operating cost, fuel consumption and carbon emission. To solve this kind of decentralized and complex vehicle routing problem, this paper proposes a pollution routing problem model considering electrical vehicle usage, customer's soft time window expectation, open path and carbon cost. A modified Differential Search Algorithm with the comprehensive learning strategy and dynamic Cauchy variation strategy is advanced to solve the problem. Results show that the improved algorithm has good solving performance, and verifies the rationality of the proposed model, which will help to reduce carbon emissions and save the logistics and operating costs of medical devices. |
format | Online Article Text |
id | pubmed-9663830 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-96638302022-11-15 Open pollution routing problem of logistics distribution in medical union based on differential search algorithm Quan, Xiaoxiao Pang, Yongsheng Chen, Jiansheng Chu, Xianghua Shangguan, Lina Sci Rep Article Medical care is a guarantee of people's daily life. Improving healthcare contributes to people's well-being. However, healthcare resources are characterized by uneven distribution. Financially well-off areas will have higher quality health care resources. Most of the medical resources are concentrated in public general hospitals, however, primary care institutions can hardly meet the growing needs of people. To solve this problem, Medical Union achieves efficient deployment of resources by integrating various medical institutions in the same area. In the process of logistics integration of the medical union, the scale of logistics distribution expands accordingly. Transportation vehicles have high operating costs and produce greenhouse gases in the process of distribution. The optimization of the driving path of logistics distribution vehicles can reduce the operating cost, fuel consumption and carbon emission. To solve this kind of decentralized and complex vehicle routing problem, this paper proposes a pollution routing problem model considering electrical vehicle usage, customer's soft time window expectation, open path and carbon cost. A modified Differential Search Algorithm with the comprehensive learning strategy and dynamic Cauchy variation strategy is advanced to solve the problem. Results show that the improved algorithm has good solving performance, and verifies the rationality of the proposed model, which will help to reduce carbon emissions and save the logistics and operating costs of medical devices. Nature Publishing Group UK 2022-11-14 /pmc/articles/PMC9663830/ /pubmed/36376419 http://dx.doi.org/10.1038/s41598-022-23387-3 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Quan, Xiaoxiao Pang, Yongsheng Chen, Jiansheng Chu, Xianghua Shangguan, Lina Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title | Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title_full | Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title_fullStr | Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title_full_unstemmed | Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title_short | Open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
title_sort | open pollution routing problem of logistics distribution in medical union based on differential search algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9663830/ https://www.ncbi.nlm.nih.gov/pubmed/36376419 http://dx.doi.org/10.1038/s41598-022-23387-3 |
work_keys_str_mv | AT quanxiaoxiao openpollutionroutingproblemoflogisticsdistributioninmedicalunionbasedondifferentialsearchalgorithm AT pangyongsheng openpollutionroutingproblemoflogisticsdistributioninmedicalunionbasedondifferentialsearchalgorithm AT chenjiansheng openpollutionroutingproblemoflogisticsdistributioninmedicalunionbasedondifferentialsearchalgorithm AT chuxianghua openpollutionroutingproblemoflogisticsdistributioninmedicalunionbasedondifferentialsearchalgorithm AT shangguanlina openpollutionroutingproblemoflogisticsdistributioninmedicalunionbasedondifferentialsearchalgorithm |